Unverified50% confidenceBenchmarkExact time
On 300 practice exam papers labeled by Qwen3-32B, fine-tuned v3 of Laya raised the judgment macro-F1 across 11 questions from 0.33 to 0.57 versus the zero-shot version, cut calibration error from 0.15 to 0.07, and reduced danger-level MAE from 2.78 to 1.56.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/18/2026
First Seen
Valid until: 1/16/2027
Sources
Related Entities
Related Claims
UnverifiedIn the BioPhys-Bridge evaluation, Qwen3.7-Max's evidence ID F1 score is 0.316.76% similarUnverifiedExperience internalization fine-tuning improved Qwen3-8B-27B's one-shot score from 37.07 to 48.22, while reducing generated tokens from 6.41 million to 570,000 (an 11-fold reduction).72% similarUnverifiedQwen2.5-3B-Instruct achieved an overall score of 0.90 on EvidenceFlip, with an action accuracy of 0.90, conflict detection of 1.00, and pressure resistance of 1.00.72% similarUnverifiedThe best-performing test generator achieved a test quality score of 0.71 on QHack and only 0.34 on Qiskit HumanEval.71% similarUnverifiedZero-shot Qwen3.5-4B achieves 0.98 recall on the ordinary held-out ingredient list test set.70% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1062480API
curl https://kongchang.com/api/v1/knowledge/claims/1062480MCP
get_claim(id=1062480)